{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T04:21:57Z","timestamp":1750306917017,"version":"3.41.0"},"reference-count":18,"publisher":"Association for Computing Machinery (ACM)","issue":"1","license":[{"start":{"date-parts":[[2013,1,1]],"date-time":"2013-01-01T00:00:00Z","timestamp":1356998400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Comput. Educ."],"published-print":{"date-parts":[[2013,1]]},"abstract":"<jats:p>We describe our experiences teaching MapReduce in a large undergraduate lecture course using public cloud services and the standard Hadoop API. Using the standard API, students directly experienced the quality of industrial big-data tools. Using the cloud, every student could carry out scalability benchmarking assignments on realistic hardware, which would have been impossible otherwise. Over two semesters, over 500 students took our course. We believe this is the first large-scale demonstration that it is feasible to use pay-as-you-go billing in the cloud for a large undergraduate course. Modest instructor effort was sufficient to prevent students from overspending. Average per-pupil expenses in the Cloud were under $45. Students were excited by the assignment: 90% said they thought it should be retained in future course offerings.<\/jats:p>","DOI":"10.1145\/2414446.2414448","type":"journal-article","created":{"date-parts":[[2013,2,5]],"date-time":"2013-02-05T13:19:41Z","timestamp":1360070381000},"page":"1-18","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":5,"title":["Using clouds for MapReduce measurement assignments"],"prefix":"10.1145","volume":"13","author":[{"given":"Ariel","family":"Rabkin","sequence":"first","affiliation":[{"name":"University of California Berkeley, UC Berkeley"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Charles","family":"Reiss","sequence":"additional","affiliation":[{"name":"University of California Berkeley, UC Berkeley"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Randy","family":"Katz","sequence":"additional","affiliation":[{"name":"University of California Berkeley, UC Berkeley"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David","family":"Patterson","sequence":"additional","affiliation":[{"name":"University of California Berkeley, UC Berkeley"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2013,2,7]]},"reference":[{"key":"e_1_2_1_1_1","unstructured":"Armbrust M. Fox A. Griffith R. Joseph A. Katz R. Konwinski A. Lee G. Patterson D. Rabkin A. etal 2009. Above the clouds: A aerkeley view of cloud computing. Tech. rep. 2009-28 UC Berkeley http:\/\/www.eecs.berkeley.edu\/Pubs\/TechRpts\/2009\/EECS-2009-28.html.  Armbrust M. Fox A. Griffith R. Joseph A. Katz R. Konwinski A. Lee G. Patterson D. Rabkin A. et al. 2009. Above the clouds: A aerkeley view of cloud computing. Tech. rep. 2009-28 UC Berkeley http:\/\/www.eecs.berkeley.edu\/Pubs\/TechRpts\/2009\/EECS-2009-28.html."},{"key":"e_1_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/1508865.1508904"},{"key":"e_1_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/1806596.1806638"},{"key":"e_1_2_1_4_1","unstructured":"Cloudera. 2012. Crunch. https:\/\/github.com\/cloudera\/crunch.  Cloudera. 2012. Crunch. https:\/\/github.com\/cloudera\/crunch."},{"key":"e_1_2_1_5_1","unstructured":"Cloudera inc. 2011. Configuring and Running CDH Cloud Scripts. https:\/\/ccp.cloudera.com\/display\/CDH2DOC\/Configuring&plus;and&plus;Running&plus;CDH&plus;Cloud&plus;Scripts.  Cloudera inc. 2011. Configuring and Running CDH Cloud Scripts. https:\/\/ccp.cloudera.com\/display\/CDH2DOC\/Configuring&plus;and&plus;Running&plus;CDH&plus;Cloud&plus;Scripts."},{"key":"e_1_2_1_6_1","unstructured":"Couch A. 2011. Comp150 CPA. http:\/\/www.cs.tufts.edu\/comp\/150CPA\/.  Couch A. 2011. Comp150 CPA. http:\/\/www.cs.tufts.edu\/comp\/150CPA\/."},{"key":"e_1_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/1327452.1327492"},{"key":"e_1_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/1953163.1953221"},{"key":"e_1_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.14778\/1687553.1687568"},{"volume-title":"Proceedings of the 9th International World Wide Web Conference on Computer Networks. North-Holland Publishing Co.","author":"Hirai J.","key":"e_1_2_1_10_1"},{"key":"e_1_2_1_11_1","unstructured":"Johnson M. Liao R. H. Rasmussen A. Sridharan R. Garcia D. D. and Harvey B. 2008. Infusing parallelism into introductory computer science curriculum using MapReduce. Tech. rep. EECS-2008-34 UC Berkeley. http:\/\/www.eecs.berkeley.edu\/Pubs\/TechRpts\/2008\/EECS-2008-34.html.  Johnson M. Liao R. H. Rasmussen A. Sridharan R. Garcia D. D. and Harvey B. 2008. Infusing parallelism into introductory computer science curriculum using MapReduce. Tech. rep. EECS-2008-34 UC Berkeley. http:\/\/www.eecs.berkeley.edu\/Pubs\/TechRpts\/2008\/EECS-2008-34.html."},{"key":"e_1_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/1352135.1352177"},{"key":"e_1_2_1_13_1","unstructured":"Lin J. 2011. Data-intensive information processing applications. http:\/\/www.umiacs.umd.edu\/~jimmylin\/cloud-2010-Spring\/info.html.  Lin J. 2011. Data-intensive information processing applications. http:\/\/www.umiacs.umd.edu\/~jimmylin\/cloud-2010-Spring\/info.html."},{"key":"e_1_2_1_14_1","first-page":"111","article-title":"Moving CS50 into the cloud","volume":"25","author":"Malan D. J.","year":"2010","journal-title":"J. Comput. Small Coll."},{"key":"e_1_2_1_15_1","unstructured":"Page L. Brin S. Motwani R. and Winograd. T. 1998. The PageRank citation ranking: Bringing order to the web. Tech. rep. Stanford Digital Library Technologies Project.  Page L. Brin S. Motwani R. and Winograd. T. 1998. The PageRank citation ranking: Bringing order to the web. Tech. rep. Stanford Digital Library Technologies Project."},{"key":"e_1_2_1_16_1","unstructured":"Shaoul C. and Westbury C. 2011. A USENET corpus. http:\/\/www.psych.ualberta.ca\/~westburylab\/downloads\/usenetcorpus.download.html.  Shaoul C. and Westbury C. 2011. A USENET corpus. http:\/\/www.psych.ualberta.ca\/~westburylab\/downloads\/usenetcorpus.download.html."},{"key":"e_1_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.14778\/1687553.1687609"},{"volume-title":"Proceedings of the 8th USENIX Conference on Operating Systems Design and Implementation (OSDI'08)","author":"Zaharia M.","key":"e_1_2_1_18_1"}],"container-title":["ACM Transactions on Computing Education"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2414446.2414448","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2414446.2414448","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T08:35:15Z","timestamp":1750235715000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2414446.2414448"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,1]]},"references-count":18,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2013,1]]}},"alternative-id":["10.1145\/2414446.2414448"],"URL":"https:\/\/doi.org\/10.1145\/2414446.2414448","relation":{},"ISSN":["1946-6226"],"issn-type":[{"type":"electronic","value":"1946-6226"}],"subject":[],"published":{"date-parts":[[2013,1]]},"assertion":[{"value":"2011-11-01","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2012-10-01","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2013-02-07","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}